{"id":"W2002033789","doi":"10.1089/jpm.2009.9938","title":"Malignant Pleural Effusions: Interventional Management #157","year":2009,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Pulmonary medicine; General surgery; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000317543,0.0004805255,0.0006056118,0.001002012,0.0009749974,0.0008044135,0.0004730907,0.00219627,0.00497037],"category_scores_gemma":[0.001768111,0.0002414765,0.0004641013,0.0005662963,0.0007140689,0.0009066319,0.0006673065,0.001430286,0.002160865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479375,"about_ca_system_score_gemma":0.0003974718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008688348,"about_ca_topic_score_gemma":0.0002269183,"domain_scores_codex":[0.9997711,0.00004857401,0.00004561109,0.00002480445,0.0000634547,0.0000465441],"domain_scores_gemma":[0.9995391,0.0001953411,0.00008764693,0.00002866383,0.00003854573,0.0001107168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000960758,0.000438316,0.06386316,0.0009303038,0.000108088,0.6321519,0.0003564536,0.00056712,0.0129157,0.005111126,0.03211071,0.2504864],"study_design_scores_gemma":[0.000160031,0.0006252832,0.02669437,0.0003528325,0.00008357998,0.9286308,0.0002012266,0.0009663775,0.003145516,0.002302881,0.03680899,0.00002812928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5041105,0.1877848,0.0187391,0.04965413,0.005966129,0.0003390461,0.0003877521,0.0007004025,0.2323182],"genre_scores_gemma":[0.9166032,0.03371036,0.008657239,0.006667434,0.02305468,0.0001704076,0.0002229442,0.00007465551,0.01083906],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00497037,"threshold_uncertainty_score":0.01662755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04439723848590655,"score_gpt":0.3465219305487133,"score_spread":0.3021246920628067,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}